Introduction
Materials and methods
Materials
We are working with a dataset about Breast Cancer that we have obtained from kaggle website
This is the dataset we are working with:
| patient_id | education | id_healthcenter | id_treatment_region |
|---|---|---|---|
| 111036008041 | Diploma | 1110000256 | 1110000329 |
| 111035996130 | Bachelor | 1110000316 | 1110000331 |
| 111035971333 | Associate | 1110000288 | 1110000330 |
| 111036018485 | Associate | 1110000042 | 1110000329 |
| 111035985474 | Elementary | 1110000116 | 1110000330 |
| 111035903616 | High School | 1110000179 | 1110000329 |
| 111036003507 | Diploma | 1110000148 | 1110000329 |
| 111036026259 | Associate | 1110000036 | 1110000331 |
| 111035938594 | Diploma | 1110000282 | 1110000329 |
| 111035951032 | Diploma | 1110000235 | 1110000331 |
| 111035930284 | Master | 1110000021 | 1110000329 |
| 111035957470 | Associate | 1110000361 | 1110000330 |
| 111035917150 | Illiterate | 1110000222 | 1110000330 |
| 111035916597 | Associate | 1110000270 | 1110000331 |
| 111035934044 | Diploma | 1110000171 | 1110000329 |
| 111035987582 | Diploma | 1110000371 | 1110000329 |
| 111035908792 | Illiterate | 1110000164 | 1110000329 |
| 111035916841 | Bachelor | 1110000021 | 1110000329 |
| 111035923095 | Elementary | 1110000046 | 1110000330 |
| 111035928627 | Middle School | 1110000235 | 1110000331 |
| 111035898207 | Bachelor | 1110000031 | 1110000330 |
| 111035993394 | Bachelor | 1110000359 | 1110000330 |
| 111035951181 | Diploma | 1110000033 | 1110000331 |
| 111036024262 | Middle School | 1110000005 | 1110000329 |
| 111035936717 | Diploma | 1110000261 | 1110000329 |
| 111035961830 | Associate | 1110000219 | 1110000329 |
| 111036015325 | Diploma | 1110000282 | 1110000329 |
| 111035982851 | Bachelor | 1110000181 | 1110000329 |
| 111035968842 | Diploma | 1110000151 | 1110000329 |
| 111036014288 | Diploma | 1110000302 | 1110000329 |
| 111035902233 | Diploma | 1110000095 | 1110000329 |
| 111036009381 | Master | 1110000253 | 1110000329 |
| 111035895969 | Bachelor | 1110000164 | 1110000329 |
| 111035903832 | Diploma | 1110000107 | 1110000329 |
| 111035991633 | Diploma | 1110000280 | 1110000330 |
| 111035903425 | Diploma | 1110000359 | 1110000330 |
| 111035987171 | Associate | 1110000155 | 1110000330 |
| 111035970007 | Diploma | 1110000252 | 1110000331 |
| 111036027033 | Diploma | 1110000104 | 1110000331 |
| 111036017997 | Diploma | 1110000267 | 1110000331 |
| 111035957908 | Middle School | 1110000172 | 1110000329 |
| 111035955276 | Associate | 1110000238 | 1110000329 |
| 111035993679 | Diploma | 1110000015 | 1110000331 |
| 111035923260 | Bachelor | 1110000040 | 1110000329 |
| 111036018921 | Diploma | 1110000360 | 1110000330 |
| 111035963436 | Associate | 1110000264 | 1110000331 |
| 111036014750 | Middle School | 1110000225 | 1110000331 |
| 111035974161 | Middle School | 1110000281 | 1110000330 |
| 111035974839 | Middle School | 1110000281 | 1110000330 |
| 111035966588 | Middle School | 1110000309 | 1110000329 |
| 111035991399 | Diploma | 1110000302 | 1110000329 |
| 111036020688 | Diploma | 1110000163 | 1110000329 |
| 111035963552 | Middle School | 1110000057 | 1110000329 |
| 111036024748 | Diploma | 1110000180 | 1110000329 |
| 111035963293 | Middle School | 1110000057 | 1110000329 |
| 111035897739 | Diploma | 1110000172 | 1110000329 |
| 111035962330 | Elementary | 1110000057 | 1110000329 |
| 111035899196 | Diploma | 1110000218 | 1110000329 |
| 111036015555 | Diploma | 1110000354 | 1110000330 |
| 111035932724 | Bachelor | 1110000218 | 1110000329 |
| 111036027744 | Diploma | 1110000099 | 1110000329 |
| 111035980045 | Diploma | 1110000005 | 1110000329 |
| 111036026156 | High School | 1110000267 | 1110000331 |
| 111035951381 | Diploma | 1110000267 | 1110000331 |
| 111036022648 | Associate | 1110000101 | 1110000329 |
| 111036000406 | Diploma | 1110000370 | 1110000329 |
| 111035913262 | Bachelor | 1110000181 | 1110000329 |
| 111035969938 | Associate | 1110000292 | 1110000329 |
| 111035940932 | Bachelor | 1110000370 | 1110000329 |
| 111035960558 | Bachelor | 1110000061 | 1110000329 |
| 111035922040 | Master | 1110000155 | 1110000330 |
| 111036024768 | High School | 1110000190 | 1110000331 |
| 111035948201 | Associate | 1110000314 | 1110000331 |
| 111035999240 | Bachelor | 1110000179 | 1110000329 |
| 111035913612 | Diploma | 1110000315 | 1110000331 |
| 111036022495 | Diploma | 1110000349 | 1110000329 |
| 111036027676 | Diploma | 1110000180 | 1110000329 |
| 111035958142 | Bachelor | 1110000227 | 1110000331 |
| 111035993552 | Diploma | 1110000104 | 1110000331 |
| 111035909367 | Diploma | 1110000107 | 1110000329 |
| 111036009533 | Diploma | 1110000015 | 1110000331 |
| 111035955903 | Diploma | 1110000290 | 1110000329 |
| 111035909980 | Diploma | 1110000243 | 1110000329 |
| 111035965718 | Diploma | 1110000015 | 1110000331 |
| 111035923868 | Illiterate | 1110000099 | 1110000329 |
| 111035952561 | Middle School | 1110000231 | 1110000329 |
| 111035956156 | Middle School | 1110000305 | 1110000330 |
| 111036020209 | Bachelor | 1110000020 | 1110000329 |
| 111035990957 | Diploma | 1110000074 | 1110000329 |
| 111035966795 | Bachelor | 1110000211 | 1110000329 |
| 111035944787 | High School | 1110000264 | 1110000331 |
| 111035952467 | High School | 1110000349 | 1110000329 |
| 111035941815 | Diploma | 1110000255 | 1110000329 |
| 111035979014 | Master | 1110000018 | 1110000329 |
| 111035903896 | Middle School | 1110000238 | 1110000329 |
| 111035935949 | Middle School | 1110000358 | 1110000330 |
| 111036018763 | Associate | 1110000106 | 1110000331 |
| 111035992997 | High School | 1110000218 | 1110000329 |
| 111035992114 | Middle School | 1110000127 | 1110000330 |
| 111036000608 | Diploma | 1110000285 | 1110000329 |
| 111035940102 | Associate | 1110000023 | 1110000329 |
| 111035988003 | Diploma | 1110000155 | 1110000330 |
| 111036018043 | High School | 1110000271 | 1110000330 |
| 111036016252 | Bachelor | 1110000129 | 1110000330 |
| 111036006093 | Elementary | 1110000285 | 1110000329 |
| 111035901055 | Master | 1110000100 | 1110000329 |
| 111036007111 | Middle School | 1110000264 | 1110000331 |
| 111035915279 | Bachelor | 1110000213 | 1110000329 |
| 111035910839 | Diploma | 1110000048 | 1110000330 |
| 111035951845 | Diploma | 1110000261 | 1110000329 |
| 111035981165 | Diploma | 1110000315 | 1110000331 |
| 111035967546 | Bachelor | 1110000264 | 1110000331 |
| 111035941242 | Diploma | 1110000268 | 1110000331 |
| 111036002814 | Bachelor | 1110000035 | 1110000331 |
| 111035918343 | Diploma | 1110000149 | 1110000329 |
| 111035947464 | Diploma | 1110000151 | 1110000329 |
| 111035898355 | Associate | 1110000151 | 1110000329 |
| 111035898167 | Diploma | 1110000238 | 1110000329 |
| 111035961403 | Diploma | 1110000238 | 1110000329 |
| 111036005405 | Diploma | 1110000243 | 1110000329 |
| 111036010305 | Diploma | 1110000355 | 1110000330 |
| 111036030228 | Master | 1110000291 | 1110000329 |
| 111035998373 | Diploma | 1110000357 | 1110000330 |
| 111035899941 | Diploma | 1110000100 | 1110000329 |
| 111035897959 | Bachelor | 1110000309 | 1110000329 |
| 111035985764 | Middle School | 1110000257 | 1110000331 |
| 111035932350 | Bachelor | 1110000143 | 1110000329 |
| 111036013201 | Diploma | 1110000163 | 1110000329 |
| 111035934783 | Diploma | 1110000166 | 1110000329 |
| 111035903521 | Diploma | 1110000152 | 1110000329 |
| 111035974044 | Bachelor | 1110000078 | 1110000329 |
| 111035907224 | Diploma | 1110000086 | 1110000329 |
| 111035957667 | High School | 1110000086 | 1110000329 |
| 111035982350 | Diploma | 1110000243 | 1110000329 |
| 111035925120 | Diploma | 1110000231 | 1110000329 |
| 111036021739 | Elementary | 1110000006 | 1110000330 |
| 111035998422 | Diploma | 1110000087 | 1110000329 |
| 111035980368 | High School | 1110000366 | 1110000330 |
| 111035924414 | Associate | 1110000099 | 1110000329 |
| 111036010590 | Diploma | 1110000180 | 1110000329 |
| 111035953237 | Diploma | 1110000220 | 1110000330 |
| 111035983167 | Bachelor | 1110000143 | 1110000329 |
| 111036011738 | Diploma | 1110000086 | 1110000329 |
| 111035982521 | Diploma | 1110000164 | 1110000329 |
| 111035965766 | Diploma | 1110000166 | 1110000329 |
| 111035904128 | Bachelor | 1110000357 | 1110000330 |
| 111035986500 | Bachelor | 1110000291 | 1110000329 |
| 111035950744 | Bachelor | 1110000256 | 1110000329 |
| 111035930355 | Bachelor | 1110000039 | 1110000331 |
| 111035914818 | Diploma | 1110000035 | 1110000331 |
| 111036001992 | Bachelor | 1110000181 | 1110000329 |
| 111035946680 | Diploma | 1110000327 | 1110000331 |
| 111036028848 | Diploma | 1110000361 | 1110000330 |
| 111036020812 | Diploma | 1110000130 | 1110000330 |
| 111035934149 | Bachelor | 1110000037 | 1110000331 |
| 111035952127 | Diploma | 1110000211 | 1110000329 |
| 111035973462 | Diploma | 1110000013 | 1110000331 |
| 111035913265 | Diploma | 1110000242 | 1110000329 |
| 111036020197 | Diploma | 1110000304 | 1110000330 |
| 111035907480 | Diploma | 1110000238 | 1110000329 |
| 111035933444 | Bachelor | 1110000166 | 1110000329 |
| 111036002769 | Bachelor | 1110000165 | 1110000329 |
| 111035986548 | Diploma | 1110000066 | 1110000329 |
| 111035955519 | Diploma | 1110000290 | 1110000329 |
| 111035962651 | Diploma | 1110000358 | 1110000330 |
| 111035906416 | Middle School | 1110000227 | 1110000331 |
| 111035997985 | Master | 1110000157 | 1110000331 |
| 111036021410 | High School | 1110000104 | 1110000331 |
| 111035967206 | Middle School | 1110000326 | 1110000331 |
| 111035958784 | Bachelor | 1110000266 | 1110000331 |
| 111035962446 | Bachelor | 1110000266 | 1110000331 |
| 111035910158 | Diploma | 1110000309 | 1110000329 |
| 111035928247 | Bachelor | 1110000314 | 1110000331 |
| 111035966985 | High School | 1110000038 | 1110000331 |
| 111035960334 | Diploma | 1110000315 | 1110000331 |
| 111035998780 | Bachelor | 1110000237 | 1110000331 |
| 111035933319 | Bachelor | 1110000034 | 1110000331 |
| 111035978424 | Diploma | 1110000327 | 1110000331 |
| 111035927697 | Illiterate | 1110000060 | 1110000329 |
| 111035960503 | Illiterate | 1110000225 | 1110000331 |
| 111035950782 | Illiterate | 1110000163 | 1110000329 |
| 111036008660 | High School | 1110000227 | 1110000331 |
| 111036030030 | Elementary | 1110000280 | 1110000330 |
| 111035933378 | Elementary | 1110000006 | 1110000330 |
| 111035970677 | Middle School | 1110000222 | 1110000330 |
| 111035990037 | Elementary | 1110000273 | 1110000330 |
| 111036019147 | Diploma | 1110000153 | 1110000330 |
| 111035929263 | Elementary | 1110000254 | 1110000329 |
| 111035974423 | Elementary | 1110000154 | 1110000330 |
| 111035983127 | Diploma | 1110000005 | 1110000329 |
| 111035903265 | Middle School | 1110000243 | 1110000329 |
| 111035985442 | Illiterate | 1110000319 | 1110000330 |
| 111036011606 | Diploma | 1110000317 | 1110000330 |
| 111036009839 | Illiterate | 1110000230 | 1110000329 |
| 111035925213 | Elementary | 1110000356 | 1110000330 |
| 111036003064 | Elementary | 1110000206 | 1110000329 |
| 111035946432 | Illiterate | 1110000362 | 1110000330 |
| 111035905378 | Illiterate | 1110000296 | 1110000330 |
| 111036020082 | Elementary | 1110000176 | 1110000330 |
| 111035984993 | Elementary | 1110000161 | 1110000329 |
| 111035945747 | Middle School | 1110000167 | 1110000330 |
| 111035997855 | Elementary | 1110000198 | 1110000331 |
| 111035904046 | Illiterate | 1110000226 | 1110000331 |
| 111035984247 | Illiterate | 1110000305 | 1110000330 |
| 111035901088 | Illiterate | 1110000310 | 1110000329 |
| 111035939623 | Illiterate | 1110000169 | 1110000330 |
| 111035910923 | Illiterate | 1110000104 | 1110000331 |
| 111035974605 | Elementary | 1110000071 | 1110000329 |
| 111035931741 | Illiterate | 1110000108 | 1110000329 |
| 111035986946 | Elementary | 1110000116 | 1110000330 |
| 111036015334 | Elementary | 1110000267 | 1110000331 |
| 111035929561 | Diploma | 1110000094 | 1110000329 |
| 111035962405 | Elementary | 1110000128 | 1110000330 |
| 111035985792 | Associate | 1110000216 | 1110000330 |
| 111035901643 | Middle School | 1110000216 | 1110000330 |
| 111035983384 | Bachelor | 1110000304 | 1110000330 |
| 111035979705 | Middle School | 1110000093 | 1110000329 |
| 111035999078 | Elementary | 1110000190 | 1110000331 |
| 111035915743 | Diploma | 1110000226 | 1110000331 |
| 111036005363 | High School | 1110000282 | 1110000329 |
| 111035954541 | Elementary | 1110000150 | 1110000329 |
| 111035996918 | High School | 1110000303 | 1110000330 |
| 111035967627 | Diploma | 1110000037 | 1110000331 |
| 111036015425 | Diploma | 1110000018 | 1110000329 |
| 111035908004 | Diploma | 1110000163 | 1110000329 |
| 111035911985 | Diploma | 1110000155 | 1110000330 |
| 111036018844 | Illiterate | 1110000295 | 1110000330 |
| 111035908616 | Diploma | 1110000359 | 1110000330 |
| 111035915688 | Diploma | 1110000231 | 1110000329 |
| 111035961979 | Diploma | 1110000086 | 1110000329 |
| 111035941892 | Bachelor | 1110000354 | 1110000330 |
| 111035970330 | Elementary | 1110000288 | 1110000330 |
| 111035915430 | High School | 1110000033 | 1110000331 |
| 111035947819 | Elementary | 1110000365 | 1110000330 |
| 111036027237 | Associate | 1110000304 | 1110000330 |
| 111035925934 | Diploma | 1110000279 | 1110000330 |
| 111036009065 | High School | 1110000355 | 1110000330 |
| 111036008219 | Middle School | 1110000271 | 1110000330 |
| 111035915386 | Elementary | 1110000004 | 1110000329 |
| 111035904724 | Diploma | 1110000354 | 1110000330 |
| 111035967375 | High School | 1110000025 | 1110000330 |
| 111035962060 | Elementary | 1110000146 | 1110000331 |
| 111036004354 | Bachelor | 1110000259 | 1110000331 |
| 111035907747 | Elementary | 1110000341 | 1110000330 |
| 111035985199 | Diploma | 1110000015 | 1110000331 |
| 111035914568 | Diploma | 1110000265 | 1110000331 |
| 111035942729 | Diploma | 1110000262 | 1110000329 |
| 111035999684 | Illiterate | 1110000274 | 1110000330 |
| 111036004633 | Elementary | 1110000206 | 1110000329 |
| 111035899249 | Elementary | 1110000016 | 1110000331 |
| 111035898042 | Elementary | 1110000237 | 1110000331 |
| 111035969020 | Elementary | 1110000244 | 1110000329 |
| 111035950210 | Elementary | 1110000241 | 1110000329 |
| 111035913718 | Middle School | 1110000302 | 1110000329 |
| 111035897677 | Diploma | 1110000319 | 1110000330 |
| 111035930292 | Diploma | 1110000154 | 1110000330 |
| 111035930199 | Diploma | 1110000362 | 1110000330 |
| 111035949881 | Diploma | 1110000188 | 1110000331 |
| 111035960756 | Middle School | 1110000281 | 1110000330 |
| 111035946585 | Middle School | 1110000281 | 1110000330 |
| 111035969460 | Middle School | 1110000281 | 1110000330 |
| 111035987856 | Diploma | 1110000366 | 1110000330 |
| 111035907852 | Bachelor | 1110000033 | 1110000331 |
| 111035925906 | Diploma | 1110000036 | 1110000331 |
| 111035918492 | High School | 1110000184 | 1110000331 |
| 111035977059 | Bachelor | 1110000005 | 1110000329 |
| 111035902093 | High School | 1110000005 | 1110000329 |
| 111035959302 | Elementary | 1110000079 | 1110000329 |
| 111035912721 | High School | 1110000363 | 1110000330 |
| 111036007926 | Middle School | 1110000146 | 1110000331 |
| 111035901257 | Diploma | 1110000362 | 1110000330 |
| 111035975243 | Bachelor | 1110000154 | 1110000330 |
| 111035904672 | Bachelor | 1110000280 | 1110000330 |
| 111035988476 | Diploma | 1110000178 | 1110000330 |
| 111036015163 | Master | 1110000303 | 1110000330 |
| 111035902149 | Diploma | 1110000181 | 1110000329 |
| 111035907790 | High School | 1110000258 | 1110000331 |
| 111036002447 | Diploma | 1110000087 | 1110000329 |
| 111036017498 | Middle School | 1110000271 | 1110000330 |
| 111035963542 | Associate | 1110000008 | 1110000330 |
| 111035916349 | Elementary | 1110000303 | 1110000330 |
| 111035904240 | High School | 1110000281 | 1110000330 |
| 111035955031 | Bachelor | 1110000288 | 1110000330 |
| 111035917245 | Middle School | 1110000266 | 1110000331 |
| 111035954376 | Diploma | 1110000280 | 1110000330 |
| 111035929401 | Middle School | 1110000303 | 1110000330 |
| 111035968928 | Diploma | 1110000318 | 1110000330 |
| 111035923333 | Bachelor | 1110000060 | 1110000329 |
| 111035924072 | Diploma | 1110000238 | 1110000329 |
| 111035988811 | Diploma | 1110000022 | 1110000329 |
| 111035912845 | Bachelor | 1110000116 | 1110000330 |
| 111038164607 | Diploma | 1110000353 | 1110000329 |
| 111038165650 | Illiterate | 1110000341 | 1110000330 |
| 111038182804 | Middle School | 1110000280 | 1110000330 |
| 111038137545 | Diploma | 1110000225 | 1110000331 |
| 111038140969 | Elementary | 1110000274 | 1110000330 |
| 111038159918 | Elementary | 1110000311 | 1110000330 |
| 111038131116 | Middle School | 1110000107 | 1110000329 |
| 111038156043 | Elementary | 1110000354 | 1110000330 |
| 111038176437 | Diploma | 1110000016 | 1110000331 |
| 111038160516 | Bachelor | 1110000256 | 1110000329 |
| 111038131146 | High School | 1110000231 | 1110000329 |
| 111038128408 | Diploma | 1110000245 | 1110000329 |
| 111038157496 | Elementary | 1110000360 | 1110000330 |
| 111038125994 | Diploma | 1110000305 | 1110000330 |
| 111038176008 | Bachelor | 1110000188 | 1110000331 |
| 111038137592 | Diploma | 1110000093 | 1110000329 |
| 111038149996 | Illiterate | 1110000184 | 1110000331 |
| 111038150505 | Middle School | 1110000245 | 1110000329 |
| 111038152049 | Middle School | 1110000237 | 1110000331 |
| 111038166889 | Middle School | 1110000280 | 1110000330 |
| 111038129088 | Master | 1110000071 | 1110000329 |
| 111038117670 | High School | 1110000132 | 1110000330 |
| 111038160275 | Associate | 1110000279 | 1110000330 |
| 111038130803 | Elementary | 1110000028 | 1110000330 |
| 111038151502 | High School | 1110000166 | 1110000329 |
| 111038169360 | Middle School | 1110000346 | 1110000329 |
| 111038146649 | Bachelor | 1110000305 | 1110000330 |
| 111038180140 | Elementary | 1110000016 | 1110000331 |
| 111038132687 | Diploma | 1110000053 | 1110000329 |
| 111038138822 | High School | 1110000166 | 1110000329 |
| 111038134215 | Diploma | 1110000145 | 1110000329 |
| 111038149502 | Bachelor | 1110000305 | 1110000330 |
| 111038163521 | Elementary | 1110000167 | 1110000330 |
| 111038162667 | Diploma | 1110000264 | 1110000331 |
| 111036005149 | Illiterate | 1110000044 | 1110000330 |
| 111035967791 | Elementary | 1110000220 | 1110000330 |
| 111035975531 | Elementary | 1110000175 | 1110000330 |
| 111035974096 | Elementary | 1110000317 | 1110000330 |
| 111035966747 | Associate | 1110000318 | 1110000330 |
| 111035966990 | Bachelor | 1110000318 | 1110000330 |
| 111035987536 | Illiterate | 1110000154 | 1110000330 |
| 111035981115 | Elementary | 1110000181 | 1110000329 |
| 111035997325 | Elementary | 1110000044 | 1110000330 |
| 111035929037 | Illiterate | 1110000303 | 1110000330 |
| 111035964724 | Diploma | 1110000355 | 1110000330 |
| 111035924098 | Diploma | 1110000362 | 1110000330 |
| 111035915779 | Bachelor | 1110000279 | 1110000330 |
| 111035976298 | Diploma | 1110000303 | 1110000330 |
| 111036028973 | Elementary | 1110000116 | 1110000330 |
| 111035940812 | Illiterate | 1110000354 | 1110000330 |
| 111035934494 | Middle School | 1110000060 | 1110000329 |
| 111035917910 | Illiterate | 1110000096 | 1110000330 |
| 111035939237 | Illiterate | 1110000317 | 1110000330 |
| 111035997884 | Elementary | 1110000045 | 1110000330 |
| 111035929868 | Elementary | 1110000215 | 1110000330 |
| 111035976288 | Illiterate | 1110000365 | 1110000330 |
| 111035989648 | Elementary | 1110000356 | 1110000330 |
| 111035945160 | Diploma | 1110000166 | 1110000329 |
| 111036006010 | Illiterate | 1110000222 | 1110000330 |
| 111038176220 | Diploma | 1110000016 | 1110000331 |
| 111038149066 | Diploma | 1110000055 | 1110000329 |
| 111038118723 | High School | 1110000355 | 1110000330 |
| 111038145404 | Diploma | 1110000345 | 1110000329 |
| 111038145841 | Bachelor | 1110000305 | 1110000330 |
| 111035899782 | Master | 1110000304 | 1110000330 |
| 111035936256 | Diploma | 1110000319 | 1110000330 |
| 111035909137 | Diploma | 1110000008 | 1110000330 |
| 111035961780 | Diploma | 1110000304 | 1110000330 |
| 111035957134 | Bachelor | 1110000005 | 1110000329 |
| 111035912102 | Elementary | 1110000095 | 1110000329 |
| 111035990257 | Middle School | 1110000314 | 1110000331 |
| 111035898347 | Illiterate | 1110000303 | 1110000330 |
| 111036007475 | Elementary | 1110000224 | 1110000330 |
| 111035972605 | Elementary | 1110000092 | 1110000330 |
| 111035900212 | Illiterate | 1110000122 | 1110000330 |
| 111035937902 | Elementary | 1110000224 | 1110000330 |
| 111035974377 | High School | 1110000105 | 1110000331 |
| 111035912150 | Illiterate | 1110000294 | 1110000330 |
| 111035915915 | Elementary | 1110000224 | 1110000330 |
| 111035914849 | Illiterate | 1110000280 | 1110000330 |
| 111035959451 | Middle School | 1110000224 | 1110000330 |
| 111035927010 | Illiterate | 1110000177 | 1110000330 |
| 111035962991 | Illiterate | 1110000092 | 1110000330 |
| 111035982432 | Middle School | 1110000220 | 1110000330 |
| 111035977482 | Illiterate | 1110000167 | 1110000330 |
| 111035946875 | Illiterate | 1110000037 | 1110000331 |
| 111035967770 | Illiterate | 1110000147 | 1110000331 |
| 111035896483 | High School | 1110000220 | 1110000330 |
| 111035996866 | Middle School | 1110000341 | 1110000330 |
| 111035966364 | High School | 1110000224 | 1110000330 |
| 111036012038 | Elementary | 1110000015 | 1110000331 |
| 111036021422 | Elementary | 1110000092 | 1110000330 |
| 111035900521 | Elementary | 1110000035 | 1110000331 |
| 111035900037 | Illiterate | 1110000354 | 1110000330 |
| 111035913487 | Elementary | 1110000006 | 1110000330 |
| 111035914721 | Illiterate | 1110000167 | 1110000330 |
| 111035928007 | Middle School | 1110000309 | 1110000329 |
| 111035935064 | Illiterate | 1110000355 | 1110000330 |
| 111035977980 | Associate | 1110000280 | 1110000330 |
| 111035957878 | Illiterate | 1110000180 | 1110000329 |
| 111035974954 | Middle School | 1110000305 | 1110000330 |
| 111035964561 | Diploma | 1110000154 | 1110000330 |
| 111035974485 | Elementary | 1110000228 | 1110000331 |
| 111035989429 | Middle School | 1110000163 | 1110000329 |
| 111035992557 | Middle School | 1110000020 | 1110000329 |
| 111036008858 | Elementary | 1110000237 | 1110000331 |
| 111036026527 | Middle School | 1110000224 | 1110000330 |
| 111035911940 | Diploma | 1110000281 | 1110000330 |
| 111038153388 | Diploma | 1110000089 | 1110000329 |
| 111035992981 | Associate | 1110000095 | 1110000329 |
| 111038131332 | Middle School | 1110000118 | 1110000330 |
| 111035911185 | Middle School | 1110000357 | 1110000330 |
| 111038163836 | Elementary | 1110000104 | 1110000331 |
| 111035915278 | Elementary | 1110000083 | 1110000329 |
| 111038122979 | Bachelor | 1110000052 | 1110000329 |
| 111038168250 | Diploma | 1110000264 | 1110000331 |
| 111038180189 | Elementary | 1110000016 | 1110000331 |
| 111038142157 | Diploma | 1110000347 | 1110000331 |
| 111038160621 | Diploma | 1110000143 | 1110000329 |
| 111038128551 | Middle School | 1110000105 | 1110000331 |
| 111038170253 | Elementary | 1110000262 | 1110000329 |
| 111038159366 | Elementary | 1110000287 | 1110000330 |
| 111038171132 | Elementary | 1110000148 | 1110000329 |
| 111038143085 | Diploma | 1110000144 | 1110000329 |
| 111038154939 | Middle School | 1110000005 | 1110000329 |
| 111038135129 | High School | 1110000150 | 1110000329 |
| 111038130135 | Elementary | 1110000028 | 1110000330 |
| 111038156236 | Elementary | 1110000108 | 1110000329 |
| 111038160715 | Bachelor | 1110000252 | 1110000331 |
| 111038156953 | Middle School | 1110000234 | 1110000331 |
| 111038145263 | Bachelor | 1110000264 | 1110000331 |
| 111035915322 | Illiterate | 1110000303 | 1110000330 |
| 111035917579 | Elementary | 1110000275 | 1110000330 |
| 111038138356 | High School | 1110000181 | 1110000329 |
| 111038160121 | Diploma | 1110000251 | 1110000331 |
| 111038126993 | Associate | 1110000167 | 1110000330 |
| 111038163257 | Illiterate | 1110000317 | 1110000330 |
| 111038136311 | High School | 1110000108 | 1110000329 |
| 111038177002 | Bachelor | 1110000201 | 1110000331 |
| 111038163857 | Middle School | 1110000107 | 1110000329 |
| 111038125943 | Diploma | 1110000099 | 1110000329 |
| 111038168040 | Elementary | 1110000254 | 1110000329 |
| 111038134045 | Elementary | 1110000154 | 1110000330 |
| 111038118028 | Diploma | 1110000187 | 1110000331 |
| 111038144743 | Diploma | 1110000262 | 1110000329 |
| 111038165135 | Diploma | 1110000356 | 1110000330 |
| 111038175847 | Diploma | 1110000344 | 1110000329 |
| 111038147881 | Bachelor | 1110000352 | 1110000329 |
| 111038183096 | Illiterate | 1110000280 | 1110000330 |
| 111038136340 | Elementary | 1110000363 | 1110000330 |
| 111038172765 | Middle School | 1110000354 | 1110000330 |
| 111038168814 | Bachelor | 1110000353 | 1110000329 |
| 111038156840 | Elementary | 1110000221 | 1110000330 |
| 111038126704 | Middle School | 1110000280 | 1110000330 |
| 111038129474 | Elementary | 1110000275 | 1110000330 |
| 111038130014 | Illiterate | 1110000339 | 1110000330 |
| 111038125033 | Elementary | 1110000235 | 1110000331 |
| 111038137127 | Diploma | 1110000252 | 1110000331 |
| 111038130479 | Diploma | 1110000166 | 1110000329 |
| 111038140808 | Illiterate | 1110000346 | 1110000329 |
| 111038131355 | Middle School | 1110000369 | 1110000329 |
| 111038157809 | Diploma | 1110000147 | 1110000331 |
| 111038182154 | Middle School | 1110000108 | 1110000329 |
| 111038162348 | Diploma | 1110000165 | 1110000329 |
| 111038160245 | Middle School | 1110000237 | 1110000331 |
| 111038138109 | Associate | 1110000347 | 1110000331 |
| 111038118863 | Diploma | 1110000133 | 1110000330 |
| 111038128414 | Associate | 1110000154 | 1110000330 |
| 111038144951 | Middle School | 1110000154 | 1110000330 |
| 111038169475 | Diploma | 1110000351 | 1110000329 |
| 111038153656 | Illiterate | 1110000128 | 1110000330 |
| 111038147364 | Associate | 1110000035 | 1110000331 |
| 111038177579 | Bachelor | 1110000305 | 1110000330 |
| 111038127069 | High School | 1110000124 | 1110000330 |
| 111038173111 | Diploma | 1110000251 | 1110000331 |
| 111038173183 | Diploma | 1110000312 | 1110000330 |
| 111038178372 | Elementary | 1110000006 | 1110000330 |
| 111038142054 | Elementary | 1110000282 | 1110000329 |
| 111038167094 | Middle School | 1110000069 | 1110000329 |
| 111038147763 | Middle School | 1110000154 | 1110000330 |
| 111038154926 | Illiterate | 1110000044 | 1110000330 |
| 111038173168 | Elementary | 1110000265 | 1110000331 |
| 111038177979 | Diploma | 1110000248 | 1110000329 |
| 111038146804 | Elementary | 1110000225 | 1110000331 |
| 111038119018 | Elementary | 1110000154 | 1110000330 |
| 111038177812 | Elementary | 1110000280 | 1110000330 |
| 111038130038 | Bachelor | 1110000008 | 1110000330 |
| 111038133854 | Diploma | 1110000241 | 1110000329 |
| 111038131136 | Illiterate | 1110000347 | 1110000331 |
| 111038147041 | Diploma | 1110000039 | 1110000331 |
| 111038171220 | Diploma | 1110000240 | 1110000329 |
| 111038134135 | Illiterate | 1110000007 | 1110000330 |
| 111038167285 | Middle School | 1110000112 | 1110000330 |
| 111038128698 | Associate | 1110000154 | 1110000330 |
| 111038124916 | Elementary | 1110000148 | 1110000329 |
| 111038162891 | Diploma | 1110000354 | 1110000330 |
| 111038152899 | Middle School | 1110000247 | 1110000329 |
| 111038158891 | Middle School | 1110000326 | 1110000331 |
| 111038136632 | Middle School | 1110000189 | 1110000331 |
| 111038158249 | Associate | 1110000316 | 1110000331 |
| 111038125447 | Elementary | 1110000052 | 1110000329 |
| 111038146516 | Diploma | 1110000349 | 1110000329 |
| 111038141959 | Illiterate | 1110000090 | 1110000330 |
| 111038162178 | Diploma | 1110000157 | 1110000331 |
| 111038126708 | Diploma | 1110000256 | 1110000329 |
| 111038160303 | Diploma | 1110000304 | 1110000330 |
| 111038183212 | Illiterate | 1110000123 | 1110000330 |
| 111038158993 | Diploma | 1110000349 | 1110000329 |
| 111038134811 | Diploma | 1110000265 | 1110000331 |
| 111038158142 | Middle School | 1110000225 | 1110000331 |
| 111038137377 | Bachelor | 1110000101 | 1110000329 |
| 111038138337 | Bachelor | 1110000305 | 1110000330 |
| 111038164575 | Diploma | 1110000197 | 1110000331 |
| 111038160046 | Diploma | 1110000299 | 1110000329 |
| 111038147320 | Associate | 1110000265 | 1110000331 |
| 111038130574 | High School | 1110000192 | 1110000331 |
| 111038133179 | Diploma | 1110000301 | 1110000329 |
| 111038124302 | Elementary | 1110000216 | 1110000330 |
| 111038175292 | Diploma | 1110000313 | 1110000330 |
| 111038147598 | Middle School | 1110000365 | 1110000330 |
| 111038172146 | Illiterate | 1110000154 | 1110000330 |
| 111038166430 | Illiterate | 1110000006 | 1110000330 |
| 111038150840 | Diploma | 1110000133 | 1110000330 |
| 111038163938 | Associate | 1110000227 | 1110000331 |
| 111038153462 | Middle School | 1110000303 | 1110000330 |
| 111038148123 | Illiterate | 1110000225 | 1110000331 |
| 111038132406 | High School | 1110000347 | 1110000331 |
| 111038172589 | Diploma | 1110000360 | 1110000330 |
| 111038133057 | Diploma | 1110000220 | 1110000330 |
| 111038144335 | Middle School | 1110000254 | 1110000329 |
| 111038123482 | Diploma | 1110000147 | 1110000331 |
| 111038123187 | Elementary | 1110000199 | 1110000331 |
| 111038159373 | High School | 1110000230 | 1110000329 |
| 111038165316 | Middle School | 1110000015 | 1110000331 |
| 111038182488 | Diploma | 1110000161 | 1110000329 |
| 111038135191 | High School | 1110000095 | 1110000329 |
| 111038141479 | Illiterate | 1110000246 | 1110000329 |
| 111038121766 | Elementary | 1110000146 | 1110000331 |
| 111038178002 | Middle School | 1110000313 | 1110000330 |
| 111038157751 | Associate | 1110000356 | 1110000330 |
| 111038157861 | Elementary | 1110000065 | 1110000329 |
| 111038118755 | Diploma | 1110000022 | 1110000329 |
| 111038140005 | Middle School | 1110000201 | 1110000331 |
| 111038119152 | Illiterate | 1110000202 | 1110000331 |
| 111038154392 | Illiterate | 1110000234 | 1110000331 |
| 111038143178 | High School | 1110000108 | 1110000329 |
| 111038163100 | Middle School | 1110000243 | 1110000329 |
| 111038118666 | Illiterate | 1110000243 | 1110000329 |
| 111038179527 | Diploma | 1110000312 | 1110000330 |
| 111038150281 | Middle School | 1110000245 | 1110000329 |
| 111038179124 | Diploma | 1110000285 | 1110000329 |
| 111038160919 | High School | 1110000196 | 1110000331 |
| 111038147233 | Middle School | 1110000295 | 1110000330 |
| 111038145839 | Middle School | 1110000181 | 1110000329 |
| 111038143558 | Middle School | 1110000152 | 1110000329 |
| 111038132291 | Diploma | 1110000150 | 1110000329 |
| 111038137160 | High School | 1110000181 | 1110000329 |
| 111038134301 | Elementary | 1110000104 | 1110000331 |
| 111038152747 | Diploma | 1110000347 | 1110000331 |
| 111038121417 | Diploma | 1110000265 | 1110000331 |
| 111038140378 | High School | 1110000025 | 1110000330 |
| 111038139565 | Elementary | 1110000202 | 1110000331 |
| 111038174386 | Diploma | 1110000201 | 1110000331 |
| 111038134123 | Illiterate | 1110000257 | 1110000331 |
| 111038125788 | Elementary | 1110000097 | 1110000330 |
| 111038122591 | Middle School | 1110000220 | 1110000330 |
| 111038136926 | Middle School | 1110000189 | 1110000331 |
| 111038148764 | Elementary | 1110000308 | 1110000331 |
| 111038168459 | Diploma | 1110000265 | 1110000331 |
| 111038141867 | Diploma | 1110000371 | 1110000329 |
| 111038166509 | Elementary | 1110000048 | 1110000330 |
| 111038176714 | Diploma | 1110000040 | 1110000329 |
| 111038123173 | Illiterate | 1110000224 | 1110000330 |
| 111038169036 | Bachelor | 1110000051 | 1110000329 |
| 111038160676 | Elementary | 1110000248 | 1110000329 |
| 111038123589 | Elementary | 1110000288 | 1110000330 |
| 111038181190 | Elementary | 1110000126 | 1110000330 |
| 111038163288 | Diploma | 1110000306 | 1110000330 |
| 111038152771 | High School | 1110000126 | 1110000330 |
| 111038175699 | Middle School | 1110000311 | 1110000330 |
| 111038141164 | High School | 1110000077 | 1110000329 |
| 111038158630 | Elementary | 1110000048 | 1110000330 |
| 111038159365 | Middle School | 1110000088 | 1110000329 |
| 111038161451 | Diploma | 1110000287 | 1110000330 |
| 111038132328 | Illiterate | 1110000201 | 1110000331 |
| 111038144958 | Diploma | 1110000262 | 1110000329 |
| 111038181903 | Middle School | 1110000284 | 1110000329 |
| 111038130561 | Bachelor | 1110000099 | 1110000329 |
| 111038162442 | Illiterate | 1110000225 | 1110000331 |
| 111038147052 | Diploma | 1110000063 | 1110000329 |
| 111038135771 | Diploma | 1110000013 | 1110000331 |
| 111038140195 | Elementary | 1110000225 | 1110000331 |
| 111038155632 | Illiterate | 1110000266 | 1110000331 |
| 111038159667 | Diploma | 1110000239 | 1110000329 |
| 111038178448 | Diploma | 1110000032 | 1110000331 |
| 111038155283 | High School | 1110000157 | 1110000331 |
| 111038151566 | Bachelor | 1110000196 | 1110000331 |
| 111038162984 | Diploma | 1110000032 | 1110000331 |
| 111038167808 | Middle School | 1110000015 | 1110000331 |
| 111038119964 | Associate | 1110000148 | 1110000329 |
| 111038172011 | Middle School | 1110000189 | 1110000331 |
| 111038141937 | Diploma | 1110000285 | 1110000329 |
| 111038121405 | Elementary | 1110000132 | 1110000330 |
| 111038159613 | Middle School | 1110000338 | 1110000330 |
| 111038146174 | High School | 1110000092 | 1110000330 |
| 111038182675 | Diploma | 1110000350 | 1110000329 |
| 111038129231 | Illiterate | 1110000273 | 1110000330 |
| 111038120648 | Illiterate | 1110000193 | 1110000331 |
| 111038130544 | Bachelor | 1110000068 | 1110000329 |
| 111038149270 | Bachelor | 1110000326 | 1110000331 |
| 111038177016 | Diploma | 1110000166 | 1110000329 |
| 111038137309 | High School | 1110000291 | 1110000329 |
| 111038167831 | Bachelor | 1110000105 | 1110000331 |
| 111038144604 | Diploma | 1110000100 | 1110000329 |
| 111038173614 | Middle School | 1110000271 | 1110000330 |
| 111038150414 | Diploma | 1110000196 | 1110000331 |
| 111038182286 | Middle School | 1110000043 | 1110000329 |
| 111038156847 | Elementary | 1110000311 | 1110000330 |
| 111038156728 | Diploma | 1110000043 | 1110000329 |
| 111038168416 | Bachelor | 1110000368 | 1110000329 |
| 111038119113 | Illiterate | 1110000202 | 1110000331 |
| 111038129925 | Elementary | 1110000120 | 1110000330 |
| 111038147582 | Elementary | 1110000252 | 1110000331 |
| 111038175769 | Diploma | 1110000154 | 1110000330 |
| 111038145993 | Illiterate | 1110000119 | 1110000330 |
| 111038171610 | High School | 1110000172 | 1110000329 |
| 111038181235 | Associate | 1110000303 | 1110000330 |
| 111038155485 | Elementary | 1110000225 | 1110000331 |
| 111038140350 | Diploma | 1110000291 | 1110000329 |
| 111038141834 | Elementary | 1110000195 | 1110000331 |
| 111038130442 | Middle School | 1110000107 | 1110000329 |
| 111038147154 | Elementary | 1110000059 | 1110000329 |
| 111038143413 | Bachelor | 1110000041 | 1110000329 |
| 111038160079 | Middle School | 1110000088 | 1110000329 |
| 111038168066 | Elementary | 1110000199 | 1110000331 |
| 111038135264 | Diploma | 1110000251 | 1110000331 |
| 111038147728 | Illiterate | 1110000230 | 1110000329 |
| 111038156669 | High School | 1110000136 | 1110000330 |
| 111038166576 | Bachelor | 1110000095 | 1110000329 |
| 111038160780 | Diploma | 1110000357 | 1110000330 |
| 111038138783 | Illiterate | 1110000165 | 1110000329 |
| 111038165786 | Middle School | 1110000189 | 1110000331 |
| 111038173391 | Bachelor | 1110000369 | 1110000329 |
| 111038143504 | High School | 1110000126 | 1110000330 |
| 111038156551 | Illiterate | 1110000173 | 1110000330 |
| 111038150671 | Diploma | 1110000159 | 1110000329 |
| 111038139890 | Bachelor | 1110000018 | 1110000329 |
| 111038153777 | Associate | 1110000049 | 1110000330 |
| 111038158418 | Associate | 1110000151 | 1110000329 |
| 111038153088 | High School | 1110000259 | 1110000331 |
| 111038163466 | Elementary | 1110000095 | 1110000329 |
| 111038160931 | Diploma | 1110000143 | 1110000329 |
| 111038173671 | Elementary | 1110000147 | 1110000331 |
| 111038125085 | Illiterate | 1110000338 | 1110000330 |
| 111038141893 | Middle School | 1110000264 | 1110000331 |
| 111038156125 | Elementary | 1110000248 | 1110000329 |
| 111038172590 | Bachelor | 1110000095 | 1110000329 |
| 111038132160 | Elementary | 1110000295 | 1110000330 |
| 111038152648 | Middle School | 1110000247 | 1110000329 |
| 111038130311 | High School | 1110000347 | 1110000331 |
| 111038128857 | Illiterate | 1110000224 | 1110000330 |
| 111038153268 | High School | 1110000063 | 1110000329 |
| 111038147306 | Elementary | 1110000051 | 1110000329 |
| 111038126045 | Diploma | 1110000036 | 1110000331 |
| 111038152322 | Elementary | 1110000287 | 1110000330 |
| 111038147245 | Elementary | 1110000016 | 1110000331 |
| 111038128451 | Diploma | 1110000171 | 1110000329 |
| 111038117404 | Elementary | 1110000373 | 1110000329 |
| 111038143609 | Diploma | 1110000055 | 1110000329 |
| 111038168240 | High School | 1110000271 | 1110000330 |
| 111038147025 | Elementary | 1110000261 | 1110000329 |
| 111038123522 | Associate | 1110000217 | 1110000329 |
| 111038175552 | Diploma | 1110000303 | 1110000330 |
| 111038143777 | Elementary | 1110000362 | 1110000330 |
| 111038158350 | Bachelor | 1110000061 | 1110000329 |
| 111038159473 | Illiterate | 1110000220 | 1110000330 |
| 111038147669 | Middle School | 1110000156 | 1110000330 |
| 111038125007 | Associate | 1110000051 | 1110000329 |
| 111038182610 | Diploma | 1110000317 | 1110000330 |
| 111038164165 | Elementary | 1110000259 | 1110000331 |
| 111038156772 | Middle School | 1110000239 | 1110000329 |
| 111038176848 | Bachelor | 1110000032 | 1110000331 |
| 111038139515 | Elementary | 1110000089 | 1110000329 |
| 111038148981 | Elementary | 1110000107 | 1110000329 |
| 111038147122 | Middle School | 1110000311 | 1110000330 |
| 111038161708 | Elementary | 1110000297 | 1110000330 |
| 111038122643 | High School | 1110000131 | 1110000330 |
| 111038116889 | Elementary | 1110000100 | 1110000329 |
| 111038119933 | Elementary | 1110000311 | 1110000330 |
| 111038158486 | Elementary | 1110000311 | 1110000330 |
| 111038156792 | Diploma | 1110000305 | 1110000330 |
| 111038142514 | Illiterate | 1110000009 | 1110000331 |
| 111038176658 | Elementary | 1110000251 | 1110000331 |
| 111038132143 | Diploma | 1110000006 | 1110000330 |
| 111038172371 | Associate | 1110000180 | 1110000329 |
| 111038153216 | Diploma | 1110000197 | 1110000331 |
| 111038147292 | Associate | 1110000035 | 1110000331 |
| 111038175388 | Diploma | 1110000294 | 1110000330 |
| 111038148809 | Elementary | 1110000181 | 1110000329 |
| 111038144875 | Middle School | 1110000354 | 1110000330 |
| 111038141812 | Elementary | 1110000221 | 1110000330 |
| 111038160544 | Diploma | 1110000099 | 1110000329 |
| 111038173069 | Diploma | 1110000243 | 1110000329 |
| 111038155481 | High School | 1110000356 | 1110000330 |
| 111038123191 | Associate | 1110000153 | 1110000330 |
| 111038121007 | Diploma | 1110000347 | 1110000331 |
| 111038122176 | Bachelor | 1110000280 | 1110000330 |
| 111038127212 | Middle School | 1110000145 | 1110000329 |
| 111038131269 | Elementary | 1110000071 | 1110000329 |
| 111038171250 | Middle School | 1110000225 | 1110000331 |
| 111038155970 | Diploma | 1110000311 | 1110000330 |
| 111038168177 | Bachelor | 1110000036 | 1110000331 |
| 111038144206 | Middle School | 1110000181 | 1110000329 |
| 111038173717 | Diploma | 1110000159 | 1110000329 |
| 111038171309 | Diploma | 1110000043 | 1110000329 |
| 111038142733 | Elementary | 1110000266 | 1110000331 |
| 111038142594 | High School | 1110000257 | 1110000331 |
| 111038130385 | Middle School | 1110000092 | 1110000330 |
| 111038161525 | High School | 1110000034 | 1110000331 |
| 111038181542 | Diploma | 1110000154 | 1110000330 |
| 111038177372 | Bachelor | 1110000035 | 1110000331 |
| 111038151027 | Diploma | 1110000252 | 1110000331 |
| 111038146969 | Bachelor | 1110000020 | 1110000329 |
| 111038166607 | Elementary | 1110000211 | 1110000329 |
| 111038164361 | Bachelor | 1110000042 | 1110000329 |
| 111038124808 | Middle School | 1110000060 | 1110000329 |
| 111038173539 | Middle School | 1110000166 | 1110000329 |
| 111038166192 | Diploma | 1110000144 | 1110000329 |
| 111038139630 | Middle School | 1110000347 | 1110000331 |
| 111038153093 | Elementary | 1110000098 | 1110000330 |
| 111038129880 | Elementary | 1110000315 | 1110000331 |
| 111038172620 | Elementary | 1110000025 | 1110000330 |
| 111038130196 | High School | 1110000231 | 1110000329 |
| 111038151162 | Diploma | 1110000252 | 1110000331 |
| 111038143751 | Diploma | 1110000247 | 1110000329 |
| 111038139902 | Diploma | 1110000253 | 1110000329 |
| 111038116714 | Elementary | 1110000153 | 1110000330 |
| 111038117327 | Diploma | 1110000105 | 1110000331 |
| 111038140584 | Diploma | 1110000252 | 1110000331 |
| 111038163041 | Diploma | 1110000327 | 1110000331 |
| 111038165044 | Illiterate | 1110000223 | 1110000330 |
| 111038161278 | Diploma | 1110000287 | 1110000330 |
| 111038147424 | Diploma | 1110000370 | 1110000329 |
| 111038125214 | Elementary | 1110000175 | 1110000330 |
| 111038139065 | Elementary | 1110000341 | 1110000330 |
| 111038152268 | Middle School | 1110000247 | 1110000329 |
| 111038118398 | Diploma | 1110000285 | 1110000329 |
| 111038117174 | Illiterate | 1110000223 | 1110000330 |
| 111038168212 | Middle School | 1110000129 | 1110000330 |
| 111038168430 | Diploma | 1110000095 | 1110000329 |
| 111038156430 | Diploma | 1110000042 | 1110000329 |
| 111038126930 | Diploma | 1110000347 | 1110000331 |
| 111038171181 | High School | 1110000180 | 1110000329 |
| 111038126433 | Elementary | 1110000178 | 1110000330 |
| 111038153846 | Diploma | 1110000270 | 1110000331 |
| 111038140143 | Middle School | 1110000144 | 1110000329 |
| 111038156729 | Elementary | 1110000304 | 1110000330 |
| 111038138413 | Illiterate | 1110000279 | 1110000330 |
| 111038164639 | Diploma | 1110000107 | 1110000329 |
| 111038143569 | Diploma | 1110000219 | 1110000329 |
| 111038165205 | Diploma | 1110000131 | 1110000330 |
| 111038126138 | Elementary | 1110000219 | 1110000329 |
| 111038174598 | Diploma | 1110000311 | 1110000330 |
| 111038128596 | Illiterate | 1110000031 | 1110000330 |
| 111038127506 | Associate | 1110000284 | 1110000329 |
| 111038120171 | Bachelor | 1110000154 | 1110000330 |
| 111038171301 | Elementary | 1110000248 | 1110000329 |
| 111038179353 | Illiterate | 1110000006 | 1110000330 |
| 111038137051 | Elementary | 1110000348 | 1110000331 |
| 111038147595 | Elementary | 1110000173 | 1110000330 |
| 111038157208 | Diploma | 1110000154 | 1110000330 |
| 111038128167 | Diploma | 1110000038 | 1110000331 |
| 111038153260 | Middle School | 1110000303 | 1110000330 |
| 111038157192 | Middle School | 1110000227 | 1110000331 |
| 111038161242 | Middle School | 1110000264 | 1110000331 |
| 111038151813 | Middle School | 1110000355 | 1110000330 |
| 111038119077 | Elementary | 1110000246 | 1110000329 |
| 111038116517 | Diploma | 1110000303 | 1110000330 |
| 111038153829 | Diploma | 1110000089 | 1110000329 |
| 111038134803 | Diploma | 1110000178 | 1110000330 |
| 111038163178 | Diploma | 1110000242 | 1110000329 |
| 111038159729 | Diploma | 1110000226 | 1110000331 |
| 111038138303 | Master | 1110000355 | 1110000330 |
| 111038160639 | Bachelor | 1110000154 | 1110000330 |
| 111038164553 | Elementary | 1110000292 | 1110000329 |
| 111038178180 | High School | 1110000300 | 1110000329 |
| 111038142639 | Middle School | 1110000201 | 1110000331 |
| 111038158824 | Illiterate | 1110000173 | 1110000330 |
| 111038180297 | Middle School | 1110000108 | 1110000329 |
| 111038161253 | Diploma | 1110000224 | 1110000330 |
| 111038156956 | Elementary | 1110000036 | 1110000331 |
| 111038162914 | Elementary | 1110000279 | 1110000330 |
| 111038168208 | Diploma | 1110000285 | 1110000329 |
| 111038159726 | Bachelor | 1110000054 | 1110000329 |
| 111038147128 | Diploma | 1110000038 | 1110000331 |
| 111038165007 | Bachelor | 1110000150 | 1110000329 |
| 111038169050 | Diploma | 1110000265 | 1110000331 |
| 111038119734 | Illiterate | 1110000023 | 1110000329 |
| 111038133155 | Bachelor | 1110000355 | 1110000330 |
| 111038134994 | Diploma | 1110000241 | 1110000329 |
| 111038165740 | Diploma | 1110000311 | 1110000330 |
| 111038181610 | Middle School | 1110000365 | 1110000330 |
| 111038171017 | High School | 1110000180 | 1110000329 |
| 111038137897 | Elementary | 1110000167 | 1110000330 |
| 111038132436 | Middle School | 1110000192 | 1110000331 |
| 111038142920 | Diploma | 1110000144 | 1110000329 |
| 111038168032 | Diploma | 1110000291 | 1110000329 |
| 111038143945 | Diploma | 1110000209 | 1110000331 |
| 111038142370 | Elementary | 1110000137 | 1110000330 |
| 111038173492 | Illiterate | 1110000346 | 1110000329 |
| 111038157149 | Elementary | 1110000184 | 1110000331 |
| 111038132200 | Diploma | 1110000246 | 1110000329 |
| 111038160832 | Diploma | 1110000293 | 1110000329 |
| 111038173201 | Elementary | 1110000305 | 1110000330 |
| 111038138592 | Middle School | 1110000189 | 1110000331 |
| 111038149454 | Bachelor | 1110000252 | 1110000331 |
| 111038160478 | Middle School | 1110000147 | 1110000331 |
| 111038147946 | Middle School | 1110000015 | 1110000331 |
| 111038145856 | Diploma | 1110000270 | 1110000331 |
| 111038141805 | Diploma | 1110000285 | 1110000329 |
| 111038157267 | Illiterate | 1110000233 | 1110000329 |
| 111038163005 | Associate | 1110000227 | 1110000331 |
| 111038166566 | Diploma | 1110000306 | 1110000330 |
| 111038134715 | Associate | 1110000193 | 1110000331 |
| 111038117028 | Middle School | 1110000295 | 1110000330 |
| 111038136061 | Illiterate | 1110000069 | 1110000329 |
| 111038151727 | Diploma | 1110000151 | 1110000329 |
| 111038164674 | High School | 1110000256 | 1110000329 |
| 111038148038 | Diploma | 1110000170 | 1110000330 |
| 111038128149 | Illiterate | 1110000273 | 1110000330 |
| 111038118128 | High School | 1110000038 | 1110000331 |
| 111038181666 | Middle School | 1110000365 | 1110000330 |
| 111038179445 | Associate | 1110000311 | 1110000330 |
| 111038123514 | Illiterate | 1110000280 | 1110000330 |
| 111038159194 | Associate | 1110000065 | 1110000329 |
| 111038145585 | Middle School | 1110000156 | 1110000330 |
| 111038159097 | High School | 1110000230 | 1110000329 |
| 111038169844 | Diploma | 1110000199 | 1110000331 |
| 111038117239 | Diploma | 1110000105 | 1110000331 |
| 111038138077 | Illiterate | 1110000197 | 1110000331 |
| 111038132621 | Diploma | 1110000006 | 1110000330 |
| 111038127132 | Bachelor | 1110000251 | 1110000331 |
| 111038180108 | Bachelor | 1110000035 | 1110000331 |
| 111038176504 | Middle School | 1110000143 | 1110000329 |
| 111038163044 | Illiterate | 1110000315 | 1110000331 |
| 111038129264 | Elementary | 1110000146 | 1110000331 |
| 111038171283 | Elementary | 1110000363 | 1110000330 |
| 111038137241 | Diploma | 1110000238 | 1110000329 |
Cleaning the data
| Before | After |
|---|---|
| The columns are different types | All the columns are considered as doubles |
| 0, 1, 2 values | bolean variables |
| names with /r/n | Clean names |
| Birth date with 3 characters | Birth date with 4 characters |
| Blood type44 | Correct blood types only |
For statistical analysis, we have chosen only women.
Augmenting the data
- We have added more informative columns
- We have changed the type of the columns
Statistical analysis
We have created some plots in order to fully understand the data and we have done some statistical analysis like MCA analysis. The plots are shown in the following point: “Results”
Results
Plots of the data
Plots
Analysis count on condition
Heatmap
Discussion
Discussion
Conclusion
We have reached the following conclusions
THANK YOU
FOR YOUR ATTENTION